Overview
Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 20000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 9.1 MiB |
| Average record size in memory | 474.7 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 7 |
| Numeric | 8 |
| Boolean | 1 |
years_of_employment has 550 (2.8%) zeros | Zeros |
Reproduction
| Analysis started | 2026-02-11 10:35:18.397197 |
|---|---|
| Analysis finished | 2026-02-11 10:35:28.734956 |
| Duration | 10.34 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
name
Text
| Distinct | 200 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
Length
| Max length | 14 |
|---|---|
| Median length | 13 |
| Mean length | 11.05745 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Vihaan Sharma |
|---|---|
| 2nd row | Ishaan Patel |
| 3rd row | Krishna Gupta |
| 4th row | Vihaan Singh |
| 5th row | Aditya Mehta |
| Value | Count | Frequency (%) |
| iyer | 2085 | 5.2% |
| gupta | 2050 | 5.1% |
| sharma | 2033 | 5.1% |
| khan | 2023 | 5.1% |
| mehta | 2018 | 5.0% |
| reddy | 1994 | 5.0% |
| singh | 1986 | 5.0% |
| patel | 1960 | 4.9% |
| nair | 1943 | 4.9% |
| verma | 1908 | 4.8% |
| Other values (20) | 20000 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 42935 | |
| 20000 | 9.0% | |
| n | 15099 | 6.8% |
| i | 14992 | 6.8% |
| r | 14953 | 6.8% |
| h | 14038 | 6.3% |
| y | 13045 | 5.9% |
| e | 10948 | 5.0% |
| S | 7943 | 3.6% |
| t | 7089 | 3.2% |
| Other values (20) | 60107 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 221149 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 42935 | |
| 20000 | 9.0% | |
| n | 15099 | 6.8% |
| i | 14992 | 6.8% |
| r | 14953 | 6.8% |
| h | 14038 | 6.3% |
| y | 13045 | 5.9% |
| e | 10948 | 5.0% |
| S | 7943 | 3.6% |
| t | 7089 | 3.2% |
| Other values (20) | 60107 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 221149 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 42935 | |
| 20000 | 9.0% | |
| n | 15099 | 6.8% |
| i | 14992 | 6.8% |
| r | 14953 | 6.8% |
| h | 14038 | 6.3% |
| y | 13045 | 5.9% |
| e | 10948 | 5.0% |
| S | 7943 | 3.6% |
| t | 7089 | 3.2% |
| Other values (20) | 60107 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 221149 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 42935 | |
| 20000 | 9.0% | |
| n | 15099 | 6.8% |
| i | 14992 | 6.8% |
| r | 14953 | 6.8% |
| h | 14038 | 6.3% |
| y | 13045 | 5.9% |
| e | 10948 | 5.0% |
| S | 7943 | 3.6% |
| t | 7089 | 3.2% |
| Other values (20) | 60107 |
identification_through
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Driving License | |
|---|---|
| Passport | |
| Aadhar | |
| PAN |
Length
| Max length | 15 |
|---|---|
| Median length | 8 |
| Mean length | 8.07005 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PAN |
|---|---|
| 2nd row | PAN |
| 3rd row | Aadhar |
| 4th row | PAN |
| 5th row | PAN |
Common Values
| Value | Count | Frequency (%) |
| Driving License | 5108 | |
| Passport | 5015 | |
| Aadhar | 5010 | |
| PAN | 4867 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| driving | 5108 | |
| license | 5108 | |
| passport | 5015 | |
| aadhar | 5010 | |
| pan | 4867 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 15324 | 9.5% |
| s | 15138 | 9.4% |
| r | 15133 | 9.4% |
| a | 15035 | 9.3% |
| e | 10216 | 6.3% |
| n | 10216 | 6.3% |
| P | 9882 | 6.1% |
| A | 9877 | 6.1% |
| v | 5108 | 3.2% |
| D | 5108 | 3.2% |
| Other values (10) | 50364 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 161401 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 15324 | 9.5% |
| s | 15138 | 9.4% |
| r | 15133 | 9.4% |
| a | 15035 | 9.3% |
| e | 10216 | 6.3% |
| n | 10216 | 6.3% |
| P | 9882 | 6.1% |
| A | 9877 | 6.1% |
| v | 5108 | 3.2% |
| D | 5108 | 3.2% |
| Other values (10) | 50364 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 161401 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 15324 | 9.5% |
| s | 15138 | 9.4% |
| r | 15133 | 9.4% |
| a | 15035 | 9.3% |
| e | 10216 | 6.3% |
| n | 10216 | 6.3% |
| P | 9882 | 6.1% |
| A | 9877 | 6.1% |
| v | 5108 | 3.2% |
| D | 5108 | 3.2% |
| Other values (10) | 50364 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 161401 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 15324 | 9.5% |
| s | 15138 | 9.4% |
| r | 15133 | 9.4% |
| a | 15035 | 9.3% |
| e | 10216 | 6.3% |
| n | 10216 | 6.3% |
| P | 9882 | 6.1% |
| A | 9877 | 6.1% |
| v | 5108 | 3.2% |
| D | 5108 | 3.2% |
| Other values (10) | 50364 |
cibil_score
Real number (ℝ)
| Distinct | 601 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 600.78785 |
| Minimum | 300 |
|---|---|
| Maximum | 900 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.4 KiB |
Quantile statistics
| Minimum | 300 |
|---|---|
| 5-th percentile | 329 |
| Q1 | 449 |
| median | 600 |
| Q3 | 753 |
| 95-th percentile | 872 |
| Maximum | 900 |
| Range | 600 |
| Interquartile range (IQR) | 304 |
Descriptive statistics
| Standard deviation | 174.34704 |
|---|---|
| Coefficient of variation (CV) | 0.29019735 |
| Kurtosis | -1.2127606 |
| Mean | 600.78785 |
| Median Absolute Deviation (MAD) | 152 |
| Skewness | 0.0038428634 |
| Sum | 12015757 |
| Variance | 30396.892 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 411 | 55 | 0.3% |
| 719 | 54 | 0.3% |
| 432 | 47 | 0.2% |
| 368 | 47 | 0.2% |
| 740 | 47 | 0.2% |
| 576 | 47 | 0.2% |
| 859 | 47 | 0.2% |
| 727 | 46 | 0.2% |
| 410 | 46 | 0.2% |
| 572 | 46 | 0.2% |
| Other values (591) | 19518 |
| Value | Count | Frequency (%) |
| 300 | 42 | |
| 301 | 28 | |
| 302 | 30 | |
| 303 | 24 | |
| 304 | 27 | |
| 305 | 25 | |
| 306 | 29 | |
| 307 | 37 | |
| 308 | 30 | |
| 309 | 38 |
| Value | Count | Frequency (%) |
| 900 | 41 | |
| 899 | 28 | |
| 898 | 43 | |
| 897 | 36 | |
| 896 | 32 | |
| 895 | 37 | |
| 894 | 31 | |
| 893 | 30 | |
| 892 | 24 | |
| 891 | 36 |
age
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.53995 |
| Minimum | 21 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.4 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 32 |
| median | 43 |
| Q3 | 53 |
| 95-th percentile | 62 |
| Maximum | 64 |
| Range | 43 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 12.660755 |
|---|---|
| Coefficient of variation (CV) | 0.29762036 |
| Kurtosis | -1.1949317 |
| Mean | 42.53995 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.00094946869 |
| Sum | 850799 |
| Variance | 160.29472 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58 | 494 | 2.5% |
| 50 | 489 | 2.4% |
| 33 | 489 | 2.4% |
| 47 | 485 | 2.4% |
| 43 | 479 | 2.4% |
| 49 | 479 | 2.4% |
| 31 | 477 | 2.4% |
| 25 | 477 | 2.4% |
| 61 | 476 | 2.4% |
| 46 | 474 | 2.4% |
| Other values (34) | 15181 |
| Value | Count | Frequency (%) |
| 21 | 417 | |
| 22 | 454 | |
| 23 | 445 | |
| 24 | 469 | |
| 25 | 477 | |
| 26 | 428 | |
| 27 | 456 | |
| 28 | 437 | |
| 29 | 445 | |
| 30 | 438 |
| Value | Count | Frequency (%) |
| 64 | 468 | |
| 63 | 416 | |
| 62 | 460 | |
| 61 | 476 | |
| 60 | 458 | |
| 59 | 460 | |
| 58 | 494 | |
| 57 | 466 | |
| 56 | 437 | |
| 55 | 449 |
annual_income
Real number (ℝ)
| Distinct | 19912 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1360189.6 |
| Minimum | 200073 |
|---|---|
| Maximum | 2499681 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.4 KiB |
Quantile statistics
| Minimum | 200073 |
|---|---|
| 5-th percentile | 313902.25 |
| Q1 | 785526.25 |
| median | 1369203 |
| Q3 | 1934202.8 |
| 95-th percentile | 2387104.4 |
| Maximum | 2499681 |
| Range | 2299608 |
| Interquartile range (IQR) | 1148676.5 |
Descriptive statistics
| Standard deviation | 665740.28 |
|---|---|
| Coefficient of variation (CV) | 0.48944667 |
| Kurtosis | -1.2034797 |
| Mean | 1360189.6 |
| Median Absolute Deviation (MAD) | 574452 |
| Skewness | -0.026908375 |
| Sum | 2.7203792 × 1010 |
| Variance | 4.4321011 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1361538 | 3 | < 0.1% |
| 734975 | 2 | < 0.1% |
| 2005331 | 2 | < 0.1% |
| 1245401 | 2 | < 0.1% |
| 1659603 | 2 | < 0.1% |
| 1551934 | 2 | < 0.1% |
| 1522263 | 2 | < 0.1% |
| 1875984 | 2 | < 0.1% |
| 216625 | 2 | < 0.1% |
| 2124651 | 2 | < 0.1% |
| Other values (19902) | 19979 |
| Value | Count | Frequency (%) |
| 200073 | 1 | |
| 200116 | 1 | |
| 200133 | 1 | |
| 200409 | 1 | |
| 200435 | 1 | |
| 201282 | 1 | |
| 201286 | 1 | |
| 201699 | 1 | |
| 201759 | 1 | |
| 201773 | 1 |
| Value | Count | Frequency (%) |
| 2499681 | 1 | |
| 2499582 | 1 | |
| 2499506 | 1 | |
| 2499353 | 1 | |
| 2499141 | 1 | |
| 2498925 | 2 | |
| 2498881 | 1 | |
| 2498865 | 1 | |
| 2498819 | 1 | |
| 2498693 | 1 |
employment_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Self-Employed | |
|---|---|
| Salaried | |
| Business |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 9.686 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Self-Employed |
|---|---|
| 2nd row | Salaried |
| 3rd row | Salaried |
| 4th row | Salaried |
| 5th row | Self-Employed |
Common Values
| Value | Count | Frequency (%) |
| Self-Employed | 6744 | |
| Salaried | 6669 | |
| Business | 6587 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| self-employed | 6744 | |
| salaried | 6669 | |
| business | 6587 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 26744 | |
| l | 20157 | 10.4% |
| s | 19761 | 10.2% |
| S | 13413 | 6.9% |
| d | 13413 | 6.9% |
| a | 13338 | 6.9% |
| i | 13256 | 6.8% |
| f | 6744 | 3.5% |
| - | 6744 | 3.5% |
| E | 6744 | 3.5% |
| Other values (8) | 53406 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 193720 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 26744 | |
| l | 20157 | 10.4% |
| s | 19761 | 10.2% |
| S | 13413 | 6.9% |
| d | 13413 | 6.9% |
| a | 13338 | 6.9% |
| i | 13256 | 6.8% |
| f | 6744 | 3.5% |
| - | 6744 | 3.5% |
| E | 6744 | 3.5% |
| Other values (8) | 53406 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 193720 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 26744 | |
| l | 20157 | 10.4% |
| s | 19761 | 10.2% |
| S | 13413 | 6.9% |
| d | 13413 | 6.9% |
| a | 13338 | 6.9% |
| i | 13256 | 6.8% |
| f | 6744 | 3.5% |
| - | 6744 | 3.5% |
| E | 6744 | 3.5% |
| Other values (8) | 53406 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 193720 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 26744 | |
| l | 20157 | 10.4% |
| s | 19761 | 10.2% |
| S | 13413 | 6.9% |
| d | 13413 | 6.9% |
| a | 13338 | 6.9% |
| i | 13256 | 6.8% |
| f | 6744 | 3.5% |
| - | 6744 | 3.5% |
| E | 6744 | 3.5% |
| Other values (8) | 53406 |
years_of_employment
Real number (ℝ)
Zeros
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.56895 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 550 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 20 |
| Q3 | 30 |
| 95-th percentile | 38 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 11.563037 |
|---|---|
| Coefficient of variation (CV) | 0.59088695 |
| Kurtosis | -1.1993497 |
| Mean | 19.56895 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.013179532 |
| Sum | 391379 |
| Variance | 133.70383 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 550 | 2.8% |
| 26 | 535 | 2.7% |
| 32 | 527 | 2.6% |
| 25 | 526 | 2.6% |
| 4 | 525 | 2.6% |
| 29 | 525 | 2.6% |
| 37 | 524 | 2.6% |
| 38 | 522 | 2.6% |
| 10 | 518 | 2.6% |
| 11 | 516 | 2.6% |
| Other values (30) | 14732 |
| Value | Count | Frequency (%) |
| 0 | 550 | |
| 1 | 508 | |
| 2 | 480 | |
| 3 | 456 | |
| 4 | 525 | |
| 5 | 456 | |
| 6 | 487 | |
| 7 | 477 | |
| 8 | 508 | |
| 9 | 503 |
| Value | Count | Frequency (%) |
| 39 | 498 | |
| 38 | 522 | |
| 37 | 524 | |
| 36 | 507 | |
| 35 | 467 | |
| 34 | 486 | |
| 33 | 493 | |
| 32 | 527 | |
| 31 | 499 | |
| 30 | 492 |
existing_loans
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 976.7 KiB |
| 3 | |
|---|---|
| 4 | |
| 1 | |
| 2 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 4092 | |
| 4 | 4078 | |
| 1 | 3996 | |
| 2 | 3938 | |
| 0 | 3896 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 4092 | |
| 4 | 4078 | |
| 1 | 3996 | |
| 2 | 3938 | |
| 0 | 3896 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 4092 | |
| 4 | 4078 | |
| 1 | 3996 | |
| 2 | 3938 | |
| 0 | 3896 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 4092 | |
| 4 | 4078 | |
| 1 | 3996 | |
| 2 | 3938 | |
| 0 | 3896 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 4092 | |
| 4 | 4078 | |
| 1 | 3996 | |
| 2 | 3938 | |
| 0 | 3896 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 4092 | |
| 4 | 4078 | |
| 1 | 3996 | |
| 2 | 3938 | |
| 0 | 3896 |
loan_amount
Real number (ℝ)
| Distinct | 19894 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1024454.7 |
| Minimum | 50086 |
|---|---|
| Maximum | 1999987 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.4 KiB |
Quantile statistics
| Minimum | 50086 |
|---|---|
| 5-th percentile | 147329.2 |
| Q1 | 531797.5 |
| median | 1022587.5 |
| Q3 | 1520187.8 |
| 95-th percentile | 1905603.9 |
| Maximum | 1999987 |
| Range | 1949901 |
| Interquartile range (IQR) | 988390.25 |
Descriptive statistics
| Standard deviation | 565980.48 |
|---|---|
| Coefficient of variation (CV) | 0.55246999 |
| Kurtosis | -1.2160945 |
| Mean | 1024454.7 |
| Median Absolute Deviation (MAD) | 493617 |
| Skewness | 0.0019372338 |
| Sum | 2.0489094 × 1010 |
| Variance | 3.203339 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1336330 | 2 | < 0.1% |
| 1024712 | 2 | < 0.1% |
| 152549 | 2 | < 0.1% |
| 899980 | 2 | < 0.1% |
| 841213 | 2 | < 0.1% |
| 668841 | 2 | < 0.1% |
| 1260912 | 2 | < 0.1% |
| 1249473 | 2 | < 0.1% |
| 1908048 | 2 | < 0.1% |
| 1897361 | 2 | < 0.1% |
| Other values (19884) | 19980 |
| Value | Count | Frequency (%) |
| 50086 | 1 | |
| 50231 | 1 | |
| 50448 | 1 | |
| 50497 | 1 | |
| 50641 | 1 | |
| 51035 | 1 | |
| 51191 | 1 | |
| 51241 | 1 | |
| 51453 | 1 | |
| 51489 | 1 |
| Value | Count | Frequency (%) |
| 1999987 | 1 | |
| 1999858 | 1 | |
| 1999851 | 1 | |
| 1999836 | 1 | |
| 1999771 | 1 | |
| 1999748 | 1 | |
| 1999740 | 1 | |
| 1999501 | 1 | |
| 1999467 | 1 | |
| 1999290 | 1 |
loan_tenure_years
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.97795 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 15 |
| Q3 | 22 |
| 95-th percentile | 28 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 8.3513503 |
|---|---|
| Coefficient of variation (CV) | 0.55757632 |
| Kurtosis | -1.1992982 |
| Mean | 14.97795 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.0016007385 |
| Sum | 299559 |
| Variance | 69.745051 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 720 | 3.6% |
| 8 | 719 | 3.6% |
| 5 | 719 | 3.6% |
| 1 | 719 | 3.6% |
| 23 | 712 | 3.6% |
| 18 | 710 | 3.5% |
| 11 | 709 | 3.5% |
| 21 | 708 | 3.5% |
| 16 | 707 | 3.5% |
| 6 | 707 | 3.5% |
| Other values (19) | 12870 |
| Value | Count | Frequency (%) |
| 1 | 719 | |
| 2 | 682 | |
| 3 | 658 | |
| 4 | 677 | |
| 5 | 719 | |
| 6 | 707 | |
| 7 | 645 | |
| 8 | 719 | |
| 9 | 659 | |
| 10 | 720 |
| Value | Count | Frequency (%) |
| 29 | 660 | |
| 28 | 684 | |
| 27 | 689 | |
| 26 | 689 | |
| 25 | 691 | |
| 24 | 685 | |
| 23 | 712 | |
| 22 | 664 | |
| 21 | 708 | |
| 20 | 675 |
interest_rate
Real number (ℝ)
| Distinct | 1101 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.469395 |
| Minimum | 7 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.4 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 7.52 |
| Q1 | 9.7075 |
| median | 12.44 |
| Q3 | 15.21 |
| 95-th percentile | 17.45 |
| Maximum | 18 |
| Range | 11 |
| Interquartile range (IQR) | 5.5025 |
Descriptive statistics
| Standard deviation | 3.1874127 |
|---|---|
| Coefficient of variation (CV) | 0.25561886 |
| Kurtosis | -1.2002985 |
| Mean | 12.469395 |
| Median Absolute Deviation (MAD) | 2.76 |
| Skewness | 0.009684857 |
| Sum | 249387.91 |
| Variance | 10.159599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.09 | 32 | 0.2% |
| 14.67 | 31 | 0.2% |
| 14.52 | 31 | 0.2% |
| 13.5 | 31 | 0.2% |
| 14.09 | 30 | 0.1% |
| 10.35 | 30 | 0.1% |
| 7.94 | 29 | 0.1% |
| 17.54 | 29 | 0.1% |
| 13.42 | 29 | 0.1% |
| 15.76 | 29 | 0.1% |
| Other values (1091) | 19699 |
| Value | Count | Frequency (%) |
| 7 | 10 | 0.1% |
| 7.01 | 18 | |
| 7.02 | 17 | |
| 7.03 | 13 | |
| 7.04 | 9 | < 0.1% |
| 7.05 | 17 | |
| 7.06 | 25 | |
| 7.07 | 26 | |
| 7.08 | 17 | |
| 7.09 | 17 |
| Value | Count | Frequency (%) |
| 18 | 11 | |
| 17.99 | 21 | |
| 17.98 | 22 | |
| 17.97 | 17 | |
| 17.96 | 22 | |
| 17.95 | 17 | |
| 17.94 | 26 | |
| 17.93 | 13 | |
| 17.92 | 16 | |
| 17.91 | 17 |
debt_to_income_ratio
Real number (ℝ)
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.350266 |
| Minimum | 0.1 |
|---|---|
| Maximum | 0.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.4 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.13 |
| Q1 | 0.23 |
| median | 0.35 |
| Q3 | 0.48 |
| 95-th percentile | 0.57 |
| Maximum | 0.6 |
| Range | 0.5 |
| Interquartile range (IQR) | 0.25 |
Descriptive statistics
| Standard deviation | 0.14417104 |
|---|---|
| Coefficient of variation (CV) | 0.41160444 |
| Kurtosis | -1.2054238 |
| Mean | 0.350266 |
| Median Absolute Deviation (MAD) | 0.13 |
| Skewness | -0.0011783475 |
| Sum | 7005.32 |
| Variance | 0.020785289 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.56 | 448 | 2.2% |
| 0.55 | 441 | 2.2% |
| 0.57 | 432 | 2.2% |
| 0.25 | 431 | 2.2% |
| 0.27 | 426 | 2.1% |
| 0.34 | 425 | 2.1% |
| 0.48 | 422 | 2.1% |
| 0.17 | 420 | 2.1% |
| 0.22 | 420 | 2.1% |
| 0.4 | 417 | 2.1% |
| Other values (41) | 15718 |
| Value | Count | Frequency (%) |
| 0.1 | 197 | |
| 0.11 | 397 | |
| 0.12 | 384 | |
| 0.13 | 397 | |
| 0.14 | 355 | |
| 0.15 | 410 | |
| 0.16 | 417 | |
| 0.17 | 420 | |
| 0.18 | 411 | |
| 0.19 | 380 |
| Value | Count | Frequency (%) |
| 0.6 | 176 | 0.9% |
| 0.59 | 379 | |
| 0.58 | 362 | |
| 0.57 | 432 | |
| 0.56 | 448 | |
| 0.55 | 441 | |
| 0.54 | 380 | |
| 0.53 | 391 | |
| 0.52 | 409 | |
| 0.51 | 409 |
marital_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Single | |
|---|---|
| Married | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.9933 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Divorced |
|---|---|
| 2nd row | Married |
| 3rd row | Single |
| 4th row | Divorced |
| 5th row | Divorced |
Common Values
| Value | Count | Frequency (%) |
| Single | 6747 | |
| Married | 6640 | |
| Divorced | 6613 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| single | 6747 | |
| married | 6640 | |
| divorced | 6613 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 20000 | |
| e | 20000 | |
| r | 19893 | |
| d | 13253 | |
| S | 6747 | 4.8% |
| n | 6747 | 4.8% |
| l | 6747 | 4.8% |
| g | 6747 | 4.8% |
| a | 6640 | 4.7% |
| M | 6640 | 4.7% |
| Other values (4) | 26452 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 139866 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 20000 | |
| e | 20000 | |
| r | 19893 | |
| d | 13253 | |
| S | 6747 | 4.8% |
| n | 6747 | 4.8% |
| l | 6747 | 4.8% |
| g | 6747 | 4.8% |
| a | 6640 | 4.7% |
| M | 6640 | 4.7% |
| Other values (4) | 26452 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 139866 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 20000 | |
| e | 20000 | |
| r | 19893 | |
| d | 13253 | |
| S | 6747 | 4.8% |
| n | 6747 | 4.8% |
| l | 6747 | 4.8% |
| g | 6747 | 4.8% |
| a | 6640 | 4.7% |
| M | 6640 | 4.7% |
| Other values (4) | 26452 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 139866 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 20000 | |
| e | 20000 | |
| r | 19893 | |
| d | 13253 | |
| S | 6747 | 4.8% |
| n | 6747 | 4.8% |
| l | 6747 | 4.8% |
| g | 6747 | 4.8% |
| a | 6640 | 4.7% |
| M | 6640 | 4.7% |
| Other values (4) | 26452 |
education_level
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| PhD | |
|---|---|
| Master | |
| Bachelor | |
| High School |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 6.96665 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bachelor |
|---|---|
| 2nd row | Master |
| 3rd row | Bachelor |
| 4th row | Master |
| 5th row | Bachelor |
Common Values
| Value | Count | Frequency (%) |
| PhD | 5071 | |
| Master | 5036 | |
| Bachelor | 4973 | |
| High School | 4920 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| phd | 5071 | |
| master | 5036 | |
| bachelor | 4973 | |
| high | 4920 | |
| school | 4920 |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 19884 | |
| o | 14813 | 10.6% |
| r | 10009 | 7.2% |
| a | 10009 | 7.2% |
| e | 10009 | 7.2% |
| c | 9893 | 7.1% |
| l | 9893 | 7.1% |
| P | 5071 | 3.6% |
| D | 5071 | 3.6% |
| s | 5036 | 3.6% |
| Other values (8) | 39645 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 139333 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| h | 19884 | |
| o | 14813 | 10.6% |
| r | 10009 | 7.2% |
| a | 10009 | 7.2% |
| e | 10009 | 7.2% |
| c | 9893 | 7.1% |
| l | 9893 | 7.1% |
| P | 5071 | 3.6% |
| D | 5071 | 3.6% |
| s | 5036 | 3.6% |
| Other values (8) | 39645 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 139333 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| h | 19884 | |
| o | 14813 | 10.6% |
| r | 10009 | 7.2% |
| a | 10009 | 7.2% |
| e | 10009 | 7.2% |
| c | 9893 | 7.1% |
| l | 9893 | 7.1% |
| P | 5071 | 3.6% |
| D | 5071 | 3.6% |
| s | 5036 | 3.6% |
| Other values (8) | 39645 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 139333 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| h | 19884 | |
| o | 14813 | 10.6% |
| r | 10009 | 7.2% |
| a | 10009 | 7.2% |
| e | 10009 | 7.2% |
| c | 9893 | 7.1% |
| l | 9893 | 7.1% |
| P | 5071 | 3.6% |
| D | 5071 | 3.6% |
| s | 5036 | 3.6% |
| Other values (8) | 39645 |
property_owner
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.7 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 10071 | |
| False | 9929 |
loan_purpose
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Home | |
|---|---|
| Business | |
| Education | |
| Car | |
| Personal |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 6.3971 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Education |
|---|---|
| 2nd row | Business |
| 3rd row | Home |
| 4th row | Car |
| 5th row | Home |
Common Values
| Value | Count | Frequency (%) |
| Home | 4052 | |
| Business | 4034 | |
| Education | 4020 | |
| Car | 3974 | |
| Personal | 3920 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| home | 4052 | |
| business | 4034 | |
| education | 4020 | |
| car | 3974 | |
| personal | 3920 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 16022 | |
| e | 12006 | 9.4% |
| o | 11992 | 9.4% |
| n | 11974 | 9.4% |
| a | 11914 | 9.3% |
| i | 8054 | 6.3% |
| u | 8054 | 6.3% |
| r | 7894 | 6.2% |
| H | 4052 | 3.2% |
| m | 4052 | 3.2% |
| Other values (8) | 31928 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 127942 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 16022 | |
| e | 12006 | 9.4% |
| o | 11992 | 9.4% |
| n | 11974 | 9.4% |
| a | 11914 | 9.3% |
| i | 8054 | 6.3% |
| u | 8054 | 6.3% |
| r | 7894 | 6.2% |
| H | 4052 | 3.2% |
| m | 4052 | 3.2% |
| Other values (8) | 31928 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 127942 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 16022 | |
| e | 12006 | 9.4% |
| o | 11992 | 9.4% |
| n | 11974 | 9.4% |
| a | 11914 | 9.3% |
| i | 8054 | 6.3% |
| u | 8054 | 6.3% |
| r | 7894 | 6.2% |
| H | 4052 | 3.2% |
| m | 4052 | 3.2% |
| Other values (8) | 31928 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 127942 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 16022 | |
| e | 12006 | 9.4% |
| o | 11992 | 9.4% |
| n | 11974 | 9.4% |
| a | 11914 | 9.3% |
| i | 8054 | 6.3% |
| u | 8054 | 6.3% |
| r | 7894 | 6.2% |
| H | 4052 | 3.2% |
| m | 4052 | 3.2% |
| Other values (8) | 31928 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15995 | |
| 1 | 4005 | 20.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 15995 | |
| 1 | 4005 | 20.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15995 | |
| 1 | 4005 | 20.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15995 | |
| 1 | 4005 | 20.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15995 | |
| 1 | 4005 | 20.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15995 | |
| 1 | 4005 | 20.0% |
Interactions
Correlations
| age | annual_income | cibil_score | debt_to_income_ratio | education_level | employment_type | existing_loans | identification_through | interest_rate | loan_amount | loan_default | loan_purpose | loan_tenure_years | marital_status | property_owner | years_of_employment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | -0.004 | 0.002 | -0.005 | 0.000 | 0.000 | 0.000 | 0.000 | -0.005 | 0.005 | 0.000 | 0.000 | -0.005 | 0.000 | 0.008 | 0.001 |
| annual_income | -0.004 | 1.000 | -0.007 | 0.003 | 0.017 | 0.000 | 0.000 | 0.006 | -0.004 | -0.000 | 0.000 | 0.004 | -0.007 | 0.000 | 0.005 | 0.004 |
| cibil_score | 0.002 | -0.007 | 1.000 | -0.005 | 0.000 | 0.015 | 0.008 | 0.015 | -0.001 | 0.005 | 0.005 | 0.011 | 0.011 | 0.000 | 0.021 | -0.002 |
| debt_to_income_ratio | -0.005 | 0.003 | -0.005 | 1.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.001 | -0.002 | 0.007 | 0.000 | 0.014 | 0.000 | 0.016 | 0.004 |
| education_level | 0.000 | 0.017 | 0.000 | 0.006 | 1.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.012 | 0.000 | 0.000 | 0.007 |
| employment_type | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 1.000 | 0.012 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.010 |
| existing_loans | 0.000 | 0.000 | 0.008 | 0.000 | 0.010 | 0.012 | 1.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.009 | 0.000 | 0.000 | 0.019 | 0.000 |
| identification_through | 0.000 | 0.006 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.006 | 0.013 | 0.000 | 0.006 | 0.008 | 0.006 | 0.004 | 0.004 |
| interest_rate | -0.005 | -0.004 | -0.001 | 0.001 | 0.000 | 0.000 | 0.000 | 0.006 | 1.000 | 0.000 | 0.000 | 0.010 | -0.002 | 0.005 | 0.015 | 0.006 |
| loan_amount | 0.005 | -0.000 | 0.005 | -0.002 | 0.000 | 0.009 | 0.003 | 0.013 | 0.000 | 1.000 | 0.000 | 0.006 | -0.005 | 0.014 | 0.000 | 0.000 |
| loan_default | 0.000 | 0.000 | 0.005 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.005 | 0.000 | 0.004 | 0.000 | 0.006 |
| loan_purpose | 0.000 | 0.004 | 0.011 | 0.000 | 0.007 | 0.000 | 0.009 | 0.006 | 0.010 | 0.006 | 0.005 | 1.000 | 0.016 | 0.007 | 0.000 | 0.015 |
| loan_tenure_years | -0.005 | -0.007 | 0.011 | 0.014 | 0.012 | 0.000 | 0.000 | 0.008 | -0.002 | -0.005 | 0.000 | 0.016 | 1.000 | 0.005 | 0.012 | 0.002 |
| marital_status | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.005 | 0.014 | 0.004 | 0.007 | 0.005 | 1.000 | 0.000 | 0.008 |
| property_owner | 0.008 | 0.005 | 0.021 | 0.016 | 0.000 | 0.005 | 0.019 | 0.004 | 0.015 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 1.000 | 0.014 |
| years_of_employment | 0.001 | 0.004 | -0.002 | 0.004 | 0.007 | 0.010 | 0.000 | 0.004 | 0.006 | 0.000 | 0.006 | 0.015 | 0.002 | 0.008 | 0.014 | 1.000 |
Missing values
Sample
| name | identification_through | cibil_score | age | annual_income | employment_type | years_of_employment | existing_loans | loan_amount | loan_tenure_years | interest_rate | debt_to_income_ratio | marital_status | education_level | property_owner | loan_purpose | loan_default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Vihaan Sharma | PAN | 402 | 25 | 1698527 | Self-Employed | 25 | 0 | 1187279 | 7 | 13.54 | 0.19 | Divorced | Bachelor | Yes | Education | 0 |
| 1 | Ishaan Patel | PAN | 735 | 44 | 1087238 | Salaried | 15 | 2 | 688217 | 11 | 11.34 | 0.58 | Married | Master | Yes | Business | 0 |
| 2 | Krishna Gupta | Aadhar | 570 | 50 | 929749 | Salaried | 11 | 2 | 692575 | 11 | 13.82 | 0.37 | Single | Bachelor | Yes | Home | 0 |
| 3 | Vihaan Singh | PAN | 406 | 50 | 422413 | Salaried | 15 | 1 | 268830 | 20 | 15.60 | 0.13 | Divorced | Master | No | Car | 0 |
| 4 | Aditya Mehta | PAN | 371 | 59 | 1268052 | Self-Employed | 33 | 1 | 367206 | 29 | 7.22 | 0.49 | Divorced | Bachelor | Yes | Home | 0 |
| 5 | Ananya Sharma | Driving License | 320 | 57 | 949120 | Salaried | 26 | 0 | 1475129 | 14 | 10.91 | 0.60 | Divorced | Master | No | Personal | 1 |
| 6 | Aarav Verma | PAN | 421 | 53 | 689282 | Business | 24 | 4 | 593124 | 25 | 10.86 | 0.17 | Married | Bachelor | Yes | Business | 0 |
| 7 | Reyansh Patel | PAN | 766 | 40 | 2226974 | Business | 18 | 2 | 109452 | 4 | 16.90 | 0.11 | Married | Master | Yes | Education | 0 |
| 8 | Siya Mehta | Driving License | 514 | 42 | 2244970 | Self-Employed | 6 | 1 | 1424506 | 15 | 17.97 | 0.37 | Divorced | High School | Yes | Business | 1 |
| 9 | Aarav Singh | Driving License | 630 | 61 | 731596 | Business | 11 | 3 | 543583 | 11 | 14.18 | 0.13 | Divorced | Bachelor | Yes | Home | 0 |
| name | identification_through | cibil_score | age | annual_income | employment_type | years_of_employment | existing_loans | loan_amount | loan_tenure_years | interest_rate | debt_to_income_ratio | marital_status | education_level | property_owner | loan_purpose | loan_default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19990 | Arjun Nair | PAN | 428 | 54 | 1672161 | Business | 25 | 2 | 96236 | 13 | 12.13 | 0.56 | Married | PhD | Yes | Business | 0 |
| 19991 | Ishaan Gupta | Aadhar | 735 | 43 | 1677126 | Salaried | 15 | 1 | 687203 | 23 | 12.82 | 0.20 | Married | Bachelor | Yes | Personal | 0 |
| 19992 | Ananya Nair | Passport | 579 | 35 | 1260454 | Business | 14 | 2 | 1019153 | 13 | 7.47 | 0.23 | Single | Master | No | Home | 0 |
| 19993 | Shaurya Verma | Driving License | 657 | 47 | 1750488 | Salaried | 17 | 1 | 531347 | 3 | 9.57 | 0.28 | Married | PhD | No | Home | 0 |
| 19994 | Ananya Singh | PAN | 551 | 22 | 1373483 | Salaried | 39 | 0 | 218621 | 14 | 14.10 | 0.60 | Married | High School | Yes | Education | 0 |
| 19995 | Riya Patel | Aadhar | 434 | 48 | 465897 | Business | 17 | 1 | 1123426 | 13 | 14.31 | 0.48 | Married | High School | Yes | Personal | 1 |
| 19996 | Riya Gupta | PAN | 822 | 31 | 1154778 | Salaried | 34 | 3 | 436729 | 16 | 13.68 | 0.38 | Divorced | PhD | No | Car | 0 |
| 19997 | Myra Iyer | Passport | 618 | 41 | 1774308 | Business | 4 | 4 | 1315039 | 25 | 9.26 | 0.43 | Divorced | Bachelor | No | Home | 1 |
| 19998 | Krishna Mehta | Passport | 379 | 62 | 206630 | Business | 1 | 3 | 1073667 | 22 | 11.59 | 0.13 | Single | High School | Yes | Home | 0 |
| 19999 | Anika Nair | PAN | 490 | 52 | 1305701 | Salaried | 29 | 1 | 769648 | 1 | 12.78 | 0.33 | Divorced | Master | No | Personal | 0 |